The changes to the frame—adding the new frame institutions, and excluding previously eligible for-profit institutions—will lead to small overall changes in GSS estimates, though some estimates will be disproportionately affected. The 2013 GSS population would have been approximately 644,000 graduate students after incorporating the new frame institutions, compared to the approximately 633,000 graduate students in the extant frame (table 9). The changes would lead to a 1.8% increase in overall graduate enrollment in SEH programs, a 0.8% increase in full-time students, and a 4.4% increase in part-time students. The increase in part-time graduate students would result in a 0.7% increase in the proportion of part-time graduate enrollment in GSS.

TABLE 9. Changes in the graduate student estimates due to including new frame institutions and excluding private for-profit institutions, by student and institution characteristics: 2013

- = no value possible.

a Percentage point (PP) change is the percent distribution of all institutions minus the percent distribution of core institutions. The PP change (rather than the percent change) describes the impact of adding the new frame institutions on the current distribution.
b Ethnicity and race data are available only for U.S. citizens and permanent residents.
c Financial support data are available only for full-time students.

SOURCE: National Science Foundation, National Center for Science and Engineering Statistics, Survey of Graduate Students and Postdoctorates in Science and Engineering, 2013.

Table 9 Source Data: Excel file

Count Percent distribution
Characteristics Core
institutions
New
frame
institutions
For-profit
institutions
Net
change
All
institutions
Percent
change
  Core
institutions
New
frame
institutions
For-profit
institutions
All
institutions
Percentage
point
changea
All graduate students 633,010 20,772 -9,619 11,153 644,163 1.8   100.0 100.0 100.0 100.0 -
Full-time 468,953 9,529 -5,637 3,892 472,845 0.8   74.1 45.9 58.6 73.4 -0.7
Part-time 164,057 11,243 -3,982 7,261 171,318 4.4   25.9 54.1 41.4 26.6 0.7
Female 291,380 11,174 -7,050 4,124 295,504 1.4   46.0 53.8 73.3 45.9 -0.2
Male 341,630 9,598 -2,569 7,029 348,659 2.1   54.0 46.2 26.7 54.1 0.2
U.S. citizens and permanent residentsb 436,296 17,957 -9,480 8,477 444,773 1.9   68.9 86.4 98.6 69.0 0.1
Hispanic or Latino 37,283 2,363 -677 1,686 38,969 4.5   8.5 13.2 7.1 8.8 0.2
Not Hispanic or Latino
American Indian or Alaska Native 2,517 130 -80 50 2,567 2.0   0.6 0.7 0.8 0.6 0.0
Asian 37,137 1,045 -302 743 37,880 2.0   8.5 5.8 3.2 8.5 0.0
Black or African American 37,197 3,534 -3,813 -279 36,918 -0.8   8.5 19.7 40.2 8.3 -0.2
Native Hawaiian or Other Pacific Islander 1,037 39 -22 17 1,054 1.6   0.2 0.2 0.2 0.2 0.0
White 281,354 8,696 -3,495 5,201 286,555 1.8   64.5 48.4 36.9 64.4 -0.1
More than one race 9,160 447 -263 184 9,344 2.0   2.1 2.5 2.8 2.1 0.0
Unknown race and ethnicity 30,611 1,703 -828 875 31,486 2.9   7.0 9.5 8.7 7.1 0.1
Temporary visa holders 196,714 2,815 -139 2,676 199,390 1.4   31.1 13.6 1.4 31.0 -0.1
Primary funding sourcec
Federal 76,840 412 -145 267 77,107 0.3   16.4 4.3 2.6 16.3 -0.1
Institutional 189,440 1,574 -35 1,539 190,979 0.8   40.4 16.5 0.6 40.4 0.0
Other nonfederal 25,885 149 -24 125 26,010 0.5   5.5 1.6 0.4 5.5 0.0
Self-support 176,788 7,394 -5,433 1,961 178,749 1.1   37.7 77.6 96.4 37.8 0.1
Primary funding mechanismc
Fellowships 43,432 290 0 290 43,722 0.7   14.9 13.6 0.0 15.0 0.2
Traineeships 10,514 85 0 85 10,599 0.8   3.6 4.0 0.0 4.4 0.8
Research assistants 116,377 427 0 427 116,804 0.4   39.8 20.0 0.0 22.1 -17.7
Teaching assistants 88,689 365 0 365 89,054 0.4   30.4 17.1 0.0 18.9 -11.5
Other (not including self-support) 33,153 968 -204 764 33,917 2.3   11.3 45.3 100.0 39.6 28.2
Field
Science 417,251 17,048 -7,244 9,804 427,055 2.3   65.9 0.8 75.3 66.3 0.4
Agricultural sciences 16,429 519 0 519 16,948 3.2   2.6 0.0 0.0 2.6 0.0
Biological sciences 76,649 2,412 0 2,412 79,061 3.1   12.1 0.1 0.0 12.3 0.2
Communication 11,114 661 -20 641 11,755 5.8   1.8 0.0 0.2 1.8 0.1
Computer sciences 56,339 6,226 -214 6,012 62,351 10.7   8.9 0.3 2.2 9.7 0.8
Earth, atmospheric, and ocean sciences 15,816 278 0 278 16,094 1.8   2.5 0.0 0.0 2.5 0.0
Family and consumer sciences and human sciences 4,014 54 0 54 4,068 1.3   0.6 0.0 0.0 0.6 0.0
Mathematical sciences 24,804 378 0 378 25,182 1.5   3.9 0.0 0.0 3.9 0.0
Multidisciplinary and interdisciplinary studies 5,892 675 0 675 6,567 11.5   0.9 0.0 0.0 1.0 0.1
Neuroscience 4,795 0 0 0 4,795 0.0   0.8 0.0 0.0 0.7 0.0
Physical sciences 40,019 136 0 136 40,155 0.3   6.3 0.0 0.0 6.2 -0.1
Psychology 54,102 2,554 -4,949 -2,395 51,707 -4.4   8.5 0.1 51.5 8.0 -0.5
Social sciences 107,278 3,155 -2,061 1,094 108,372 1.0   16.9 0.2 21.4 16.8 -0.1
Engineering 153,049 1,033 0 1,033 154,082 0.7   24.2 0.0 0.0 23.9 -0.3
Health 62,710 2,691 -2,375 316 63,026 0.5   9.9 0.1 24.7 9.8 -0.1
Institution status
Core institutions 633,010 - -9,619 -9,619 623,391 -1.5   100.0 - 100.0 96.8 -3.2
New frame institutions - 20,772 - 20,772 20,772 -   - 100.0 - 3.2 3.2
Institutional control
Public 446,818 10,035 0 10,035 456,853 2.2   70.6 0.5 0.0 70.9 0.3
Private, nonprofit 176,573 10,737 0 10,737 187,310 6.1   27.9 0.5 0.0 29.1 1.2
Private, for-profit 9,619 0 -9,619 -9,619 0 -100.0   1.5 0.0 100.0 0.0 -1.5

Compared to students at core institutions, larger proportions of students at new frame institutions are enrolled part time; are women or underrepresented minorities; and self-fund their graduate education. In addition, larger proportions of students at new frame institutions enrolled in computer science and multidisciplinary/interdisciplinary studies than those at core institutions; a smaller proportion of students in new frame institutions enrolled in engineering.

Larger proportions of graduate students in the for-profit institutions were black or African American, women, U.S. citizens or permanent residents, and studying psychology. The inclusion of the new frame institutions and the removal of the for-profit institutions will lead to small overall changes in the number or proportion of black or African American and female students. Specifically, there will be a net decline in the number (-279) and proportion (0.2 percentage points) of black or African American graduate students. Overall, these changes will also lead to a net decrease in graduate students in psychology, combined (-3,165); preventative medicine and community health (-707); clinical psychology (-438); and political science and public administration (-222) and to an increase in graduate students studying computer sciences (6,012); psychology, except clinical (1,208); and multidisciplinary and interdisciplinary studies (675) (table 10).

TABLE 10. Changes in the estimates of graduate students due to including new frame institutions and excluding private, for-profit institutions, by detailed field: 2013

- = no value possible.

nec = not elsewhere classified.

a Percentage point (PP) change is the percent distribution of all institutions minus the percent distribution of core institutions. The PP change (rather than the percent change) describes the impact of adding the new frame institutions on the current distribution.

NOTES: This table only includes the fields that are impacted by adding units from new frame institutions and removing units from private, for-profit institutions. Thus, not all numbers and percentages sum to total.

SOURCE: National Science Foundation, National Center for Science and Engineering Statistics, Survey of Graduate Students and Postdoctorates in Science and Engineering, 2013.

Table 10 Source Data: Excel file

Count Percent distribution
Field Core
institutions
New
frame
institutions
For-profit
institutions
Net
change
All
institutions
  Percent
change
Core
institutions
New
frame
institutions
For-profit
institutions
All
institutions
Percentage
point
changea
All graduate students 633,010 20,772 -9,619 11,153 644,163   1.8 100.0 100.0 100.0 100.0 -
Science 417,251 17,048 -7,244 9,804 427,055   2.3 65.9 82.1 75.3 66.3 0.4
Agricultural sciences 16,429 519 0 519 16,948   3.2 2.6 2.5 0.0 2.6 0.0
Biological sciences 76,649 2,412 0 2,412 79,061   3.1 12.1 11.6 0.0 12.3 0.2
Anatomy 527 16 0 16 543   3.0 0.1 0.1 0.0 0.1 0.0
Biology 16,004 594 0 594 16,598   3.7 2.5 2.9 0.0 2.6 0.1
Biometry and epidemiology 8,478 58 0 58 8,536   0.7 1.3 0.3 0.0 1.3 0.0
Cell and molecular biology 6,543 64 0 64 6,607   1.0 1.0 0.3 0.0 1.0 0.0
Ecology 1,437 2 0 2 1,439   0.1 0.2 0.0 0.0 0.2 0.0
Genetics 2,315 30 0 30 2,345   1.3 0.4 0.1 0.0 0.4 0.0
Microbiology, immunology, and virology 4,961 17 0 17 4,978   0.3 0.8 0.1 0.0 0.8 0.0
Nutrition 5,387 306 0 306 5,693   5.7 0.9 1.5 0.0 0.9 0.0
Physiology 3,224 129 0 129 3,353   4.0 0.5 0.6 0.0 0.5 0.0
Zoology 1,188 48 0 48 1,236   4.0 0.2 0.2 0.0 0.2 0.0
Biological sciences nec 13,416 1,148 0 1,148 14,564   8.6 2.1 5.5 0.0 2.3 0.1
Communication 11,094 661 -20 641 11,735   5.8 1.8 3.2 0.2 1.8 0.1
Computer sciences 56,125 6,226 -214 6,012 62,137   10.7 8.9 30.0 2.2 9.6 0.8
Earth, atmospheric, and ocean sciences 15,816 278 0 278 16,094   1.8 2.5 1.3 0.0 2.5 0.0
Atmospheric sciences 1,534 11 0 11 1,545   0.7 0.2 0.1 0.0 0.2 0.0
Ocean sciences 2,682 126 0 126 2,808   4.7 0.4 0.6 0.0 0.4 0.0
Earth, atmospheric, and ocean sciences nec 2,846 141 0 141 2,987   5.0 0.4 0.7 0.0 0.5 0.0
Family and consumer sciences and human sciences 4,014 54 0 54 4,068   1.4 0.6 0.3 0.0 0.6 0.0
Mathematics and statistics 24,804 378 0 378 25,182   1.5 3.9 1.8 0.0 3.9 0.0
Mathematics and applied mathematics 18,323 275 0 275 18,598   1.5 2.9 1.3 0.0 2.9 0.0
Statistics 6,481 103 0 103 6,584   1.6 1.0 0.5 0.0 1.0 0.0
Multidisciplinary and interdisciplinary studies 5,892 675 0 675 6,567   11.5 0.9 3.2 0.0 1.0 0.1
Physical sciences 40,019 136 0 136 40,155   0.3 6.3 0.7 0.0 6.2 -0.1
Chemistry 22,949 37 0 37 22,986   0.2 3.6 0.2 0.0 3.6 -0.1
Physics 15,239 73 0 73 15,312   0.5 2.4 0.4 0.0 2.4 0.0
Physical sciences nec 581 26 0 26 607   4.5 0.1 0.1 0.0 0.1 0.0
Psychology 54,102 2,554 -4,949 -2,395 51,707   -4.4 8.5 12.3 51.5 8.0 -0.5
Clinical psychology 9,136 335 -773 -438 8,698   -4.8 1.4 1.6 8.0 1.4 -0.1
Psychology, combined 12,439 356 -3,521 -3,165 9,274   -25.4 2.0 1.7 36.6 1.4 -0.5
Psychology, except clinical 27,578 1,863 -655 1,208 28,786   4.4 4.4 9.0 6.8 4.5 0.1
Social sciences 107,278 17,048 -2,061 9,804 427,055   2.3 65.9 82.1 75.3 66.3 0.4
Anthropology (cultural and social) 8,172 32 0 32 8,204   0.4 1.3 0.2 0.0 1.3 0.0
Economics 14,819 125 0 125 14,944   0.8 2.3 0.6 0.0 2.3 0.0
Geography 4,891 28 0 28 4,919   0.6 0.8 0.1 0.0 0.8 0.0
History and philosophy of science 391 3 0 3 394   0.8 0.1 0.0 0.0 0.1 0.0
Political science and public administration 46,350 1,839 -2,061 -222 46,128   -0.5 7.3 8.9 21.4 7.2 -0.2
Sociology 8,960 78 0 78 9,038   0.9 1.4 0.4 0.0 1.4 0.0
Social sciences nec 15,981 1,050 0 1,050 17,031   6.6 2.5 5.1 0.0 2.6 0.1
Engineering 153,049 1,033 0 1,033 154,082   0.7 24.2 5.0 0.0 23.9 -0.3
Agricultural engineering 1,642 22 0 22 1,664   1.3 0.3 0.1 0.0 0.3 0.0
Civil engineering 20,110 84 0 84 20,194   0.4 3.2 0.4 0.0 3.1 0.0
Electrical engineering 45,562 709 0 709 46,271   1.6 7.2 3.4 0.0 7.2 0.0
Industrial and manufacturing engineering 14,363 6 0 6 14,369   0.0 2.3 0.0 0.0 2.2 0.0
Mechanical engineering 24,087 100 0 100 24,187   0.4 3.8 0.5 0.0 3.8 -0.1
Metallurgical and materials engineering 7,144 52 0 52 7,196   0.7 1.1 0.3 0.0 1.1 0.0
Engineering science and engineering physics 2,142 10 0 10 2,152   0.5 0.3 0.0 0.0 0.3 0.0
Engineering nec 8,321 50 0 50 8,371   0.6 1.3 0.2 0.0 1.3 0.0
Health 62,710 2,691 -2,375 316 63,026   0.5 9.9 13.0 24.7 9.8 -0.1
Nursing 4,969 105 0 105 5,074   2.1 0.8 0.5 0.0 0.8 0.0
Pharmaceutical sciences 4,137 100 0 100 4,237   2.4 0.7 0.5 0.0 0.7 0.0
Preventive medicine and community health 21,534 1,668 -2,375 -707 20,827   -3.3 3.4 8.0 24.7 3.2 -0.2
Radiology 201 32 0 32 233   15.9 0.0 0.2 0.0 0.0 0.0
Speech pathology and audiology 14,113 371 0 371 14,484   2.6 2.2 1.8 0.0 2.2 0.0
Other clinical medicine nec 1,979 59 0 59 2,038   3.0 0.3 0.3 0.0 0.3 0.0
Other health nec 9,296 356 0 356 9,652   3.8 1.5 1.7 0.0 1.5 0.0

Impacts of the frame change on postdoc or NFR data are minimal because the new frame institutions employed much smaller numbers of postdocs and NFRs than the core institutions.

Including new frame institutions and excluding previously eligible for-profit institutions will lead to changes in the GSS trend data. However, these changes will improve the survey coverage of the eligible graduate students and better highlight the evolving landscape of U.S. postsecondary institutions offering research-based SEH graduate programs.